{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tigramite methods on multiple datasets of time series\n",
    "\n",
    "This notebook explains the multiple datasets functionality for [TIGRAMITE](https://github.com/jakobrunge/tigramite), which allows to run causal discovery methods such as PCMCI and PCMCI$^+$ or also the CausalEffect class tools on multiple datasets of time series. Here we focus on the PCMCI/PCMCI$^+$ functionality and refer to this as Multidata-PCMCI in short. Familiarity with the basic usage of PCMCI or PCMCI$^+$ is assumed."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Overview\n",
    "\n",
    "In short, Multidata-PCMCI implements two functionalities that distinguish it from standard PCMCI (and PCMCI$^+$). These are:\n",
    "- It operates on not just a single time series(*) but rather on a collection of several, i.e., on multiple arrays of time series. The samples for conditional independence testing are created from all datasets.\n",
    "- It allows to specify which time steps are used to create samples for conditional independence testing. This specification is not required, per default the method creates as many samples as possible.\n",
    "\n",
    "To see how Multidata-PCMCI is used in practice, jump to the next section (titled *Usage*). To learn more about the distinction of PCMCI and Multidata-PCMCI and on the new functionalities provided by Multidata-PCMCI, keep on reading here.\n",
    "\n",
    "(*) A single time series may be and typically is multivariate, i.e., has multiple component time series.\n",
    "\n",
    "#### Details\n",
    "\n",
    "The standard PCMCI algorithm operates on a single time series. That is to say, the data are an array of shape $(T, N)$ where $T$ is the number of time steps and $N$ the number of variables ($=$ the number of component time series). When the algorithm performs a statistical test of the conditional independence $X_{t-\\tau_i} \\perp\\!\\!\\!\\perp Y_t | Z_{t-\\tau_k}$, where $X$, $Y$ and $Z$ are any three of the $N$ variables and $\\tau_i \\geq 0$ and $\\tau_k \\geq 0$ are time lags, the samples for this test are created from the different time steps of the time series data. This is justified by the assumption of stationarity.\n",
    "\n",
    "To be more precise, the samples for this test will be $(X_{s-\\tau_i}, Y_{s}, Z_{s-\\tau_k})$ for $s$ in the range $s = 2 \\tau_{\\text{max}}, 2 \\tau_{\\text{max}} + 1, \\ldots, T - 1$ (starting to count at $0$, so that the latest time step is $T-1$). Here, $\\tau_{\\text{max}}$ is the maximal considered time lag which means that $\\tau_i$ and $\\tau_k$ are restricted to $\\tau_i \\leq \\tau_{\\text{max}}$ and $\\tau_k \\leq \\tau_{\\text{max}}$. This justifies that the first $\\tau_{\\text{max}}$ time steps must be disregarded, corresponding to the restriction $s \\geq \\tau_{\\text{max}}$, because else some of the subscripts in $(X_{s-\\tau_i}, Y_{s}, Z_{s-\\tau_k})$ may be negative and thus be out of bounds. The reason for the stronger restriction $s \\geq 2\\tau_{\\text{max}}$ lies in the design of PCMCI, the details of which are not important here.\n",
    "\n",
    "In practice, however, one might have access to not just a single but rather multiple time series corresponding to the same process. Put differently, one might have $M$ arrays of shape $(T^{(m)}, N)$ each of which is a realization of the same process. In testing for conditional independencies one may then combine the samples taken from these $M$ datasets and learn a *single* causal graph for the shared underlying process. The datasets are indexed by the superscript $m$ with $0 \\leq m \\leq M-1$ and are not required to have the same time length, i.e., $T^{(m)}$ may depend on $m$.\n",
    "\n",
    "By default the underlying process is assumed to be stationary. It is then not necessary to specify which time step of dataset $m_0$ corresponds to which time step of dataset $m_1$, because all samples anyway belong to the same distribution. However, the sampling interval must be the same for all $M$ datasets. The samples for testing $X_{t-\\tau_i} \\perp\\!\\!\\!\\perp Y_t | Z_{t-\\tau_k}$ thus are $(X^{(m)}_{s-\\tau_i}, Y^{(m)}_{s}, Z^{(m)}_{s-\\tau_k})$ with $s = 2 \\tau_{\\text{max}}, 2 \\tau_{\\text{max}} + 1, \\ldots, T^{(m)} - 1$ for $0 \\leq m \\leq M-1$. This is the key functionality implemented by Multidata-PCMCI (cf. the first bullet point in above list).\n",
    "\n",
    "Multidata-PCMCI also encompasses the functionality to run analyses that take potential non-stationarities into account. It then becomes necessary to carefully specify which time steps of which dataset are to be combined and used for conditional independence testing (cf. the second bullet point in above list). This requires two pieces of information:\n",
    "1. First, it becomes necessary to align the individual datasets in time, i.e., to specify which time step of dataset $m_0$ corresponds to which time step of dataset $m_1$. In other words, the invidual dataset time series need to be aligned on a common time axis. For example, the datasets may be the measured neural activities in different subjects that are exposed to a certain stimulus. It is then necessary to specify at which time steps $T^{(m)} = t^{(m)}$ the stimulus was given for the individual subjects. By default the datasets are aligned at the $0$-the time step. This can be modified by the `time_offsets` keyword argument.\n",
    "2. Second, it becomes necessary to specify which time steps of the aligned time axis are used to create samples. Continuing with the previous example, one may want to restrict attention to the first minute after giving the stimulus or to separately analyze the first vs. second minute after giving the stimulus. As another example, in environmental time series one may separately analyze summer and winter months. By default as many samples as possible are created, i.e., all time steps but the $2\\tau_{\\text{max}}$ first time steps of each dataset time series are used. This can be modified by the `reference_points` keyword argument."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Usage\n",
    "\n",
    "This section explains the practical use of Multidata-PCMCI. It is split in five parts:\n",
    "1. Basic use and commands.\n",
    "2. Example.\n",
    "3. The `reference_points` keyword argument.\n",
    "4. The `time_offsets` keyword argument.\n",
    "5. Further comments."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Basic use and commands"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Multidata-PCMCI is implemented in the current TIGRAMITE classes `PCMCI` and `DataFrame`. **Note, however, that Multidata-PCMCI does NOT yet work with the `Prediction` class.**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Multidata-PCMCI expects the data in one of two formats:\n",
    "1. A 3D numpy array of shape $(M, T, N)$. Here, the first dimension corresponds to the individual datasets, the second to the time steps, and the third to the variables. This requires all datasets to have the same time length and the `time_offsets` functionality must not be used, i.e., `time_offsets` must be `None`.\n",
    "2. A dictionary whose values are 2D numpy arrays of the shape $(T^{(m)}, N)$ , where the time lengths $T^{(m)}$ may vary across the entries but the number of variables $N$ must be the same for all entries.\n",
    "\n",
    "Examples of how to instantiate a `DataFrame` object for using Multidata-PCMCI:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Option 1: Data is a 3D numpy array\n",
    "# data = np.random.randn(8, 100, 5)\n",
    "# dataframe = DataFrame(data, analysis_mode = 'multiple')\n",
    "\n",
    "## Option 2: Data is a dictionary of 2D numpy arrays\n",
    "# time_lengths = [100, 105, 92, 103, 90]\n",
    "# data = {m: np.random.randn(T, 5) for m, T in enumerate(time_lengths)}\n",
    "# dataframe = DataFrame(data, analysis_mode = 'multiple')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The key here is the specification of the keyword argument `analysis_mode` as `analysis_mode = 'multiple'`, which tells the `DataFrame` class that it will be used to run Multidata-PCMCI instead of standard PCMCI. If unspecified, `analysis_mode` defaults to `analysis_mode = 'single'`, which corresponds to standard PCMCI.\n",
    "\n",
    "In `analysis_mode = 'single'`, the `data` argument can be given as a 2D numpy array of shape $(T, N)$ or a as dictionary whose single entry is a 2D numpy array of shape $(T, N)$.\n",
    "\n",
    "From here on everything works as usual: You have already specified to use Multidata-PCMCI instead of PCMCI when constructing the `DataFrame` object and there is no need to specify this once more when constructing or using a `PCMCI` object. Therefore, you might for example do the following:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from tigramite.independence_tests.parcorr import ParCorr\n",
    "# pcmci = PCMCI(dataframe = dataframe, cond_ind_test = ParCorr())\n",
    "# results = pcmci.run_pcmci(tau_max = 2, pc_alpha = 0.05)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "np.random.seed(42)\n",
    "\n",
    "import matplotlib\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "from tigramite.independence_tests.parcorr import ParCorr\n",
    "\n",
    "from tigramite.data_processing import DataFrame\n",
    "from tigramite.pcmci import PCMCI\n",
    "import tigramite.plotting as tp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Data generation:** For the purpose of illustration we here generate artificial data, namely several realizations  of, i.e., multiple instances from a linear VAR process of order 1 with standard normal noise."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Option 1: Data is 3D numpy array\n",
    "\n",
    "M = 5 # number of datasets\n",
    "T = 60 # number of time steps\n",
    "N = 3 # number of variables\n",
    "\n",
    "data = np.random.randn(M, T, N)\n",
    "for t in range(1, T):\n",
    "    data[:, t, 0] += 0.7*data[:, t-1, 0] \n",
    "    data[:, t, 1] += 0.6*data[:, t-1, 1] + 0.6*data[:, t-1, 0]\n",
    "    data[:, t, 2] += 0.5*data[:, t-1, 2] - 0.6*data[:, t-1, 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Option 2: Data is dictionary of 2D numpy arrays\n",
    "\n",
    "M = 5 # number of datasets\n",
    "T = [40, 50, 60, 70, 80] # number of time steps for the individual datasets\n",
    "N = 3 # number of variables\n",
    "\n",
    "data = {i: np.random.randn(T[i], N) for i in range(M)}\n",
    "for i in range(M):\n",
    "    for t in range(1, T[i]):\n",
    "        data[i][t, 0] += 0.7*data[i][t-1, 0] \n",
    "        data[i][t, 1] += 0.6*data[i][t-1, 1] + 0.6*data[i][t-1, 0]\n",
    "        data[i][t, 2] += 0.5*data[i][t-1, 2] - 0.6*data[i][t-1, 1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Instantiation of the `DataFrame` object:** Create a `DataFrame` object as explained above. Note that setting the variable names by means of the keyword argument `var_names` is optional, we here choose to do this in order to have a more informative graphical visualization below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "var_names = [r'$X^0$', r'$X^1$', r'$X^2$']\n",
    "dataframe = DataFrame(data, analysis_mode = 'multiple', var_names = var_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Plotting of time series:** To plot the individual dataset time series, use the `plot_timeseries()` and specify the desired dataset by the argument `selected_dataset`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for member in dataframe.values.keys():\n",
    "    tp.plot_timeseries(selected_dataset = member, dataframe = dataframe)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Running Multidata-PCMCI:** To run Multidata-PCMCI, create and apply a `PCMCI` object in the same way as you would do for standard PCMCI. The information that Multidata-PCMCI rather than standard PCMCI is to be used has already been specified upon instantiation of the `DataFrame` object. For the purpose of illustration we here also graphically illustrate the results. **You may also run PCMCI instead of PCMCI$^+$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pcmci = PCMCI(dataframe = dataframe, cond_ind_test = ParCorr())\n",
    "results = pcmci.run_pcmciplus(tau_max = 2, pc_alpha = 0.01)\n",
    "\n",
    "tp.plot_graph(graph=results['graph'], val_matrix=results['val_matrix'], var_names=var_names)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. The `reference_points` keyword argument"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The specification of the time steps to be used for creating samples for conditional independence testing too happens in the instantiation of the `DataFrame` object. This is done by the optional keyword argument `reference_points`. It works as follows, for an example see further below. We here assume that `time_offsets` is `None`, such that the individual dataset time series are aligned at the $0$-th time step.\n",
    "- To specify that, say, only the first hundred time steps are to be considered, pass the list `[0, 1, ..., 98,  99]` or, equivalently, the numpy array `np.array([0, 1, ..., 98,  99])` to the `reference_points` keyword argument.\n",
    "- To specify that only the single time step $t_0$ is to be used, pass the list `[t_0]` or, equivalently, the integer `t_0`.\n",
    "- If unspecified, `reference_points` defaults to `None`. This is equivalent to passing `[0, 1, ..., T^{\\text{max}} - 1]`, where $T^{\\text{max}} = \\operatorname{max}_{0 \\leq m \\leq M-1} T^{(m)}$ is the number of time steps in the longest dataset time series. Thus, as many samples as possible are taken.\n",
    "- All specified time steps that are smaller than $0$ or larger than $T^{\\text{max}}- 1$ are automatically disregarded. At least one of the specified time steps must be within $\\{0, 1, \\ldots, T^{\\text{max}} - 1\\}$.\n",
    "\n",
    "- The passed list is not required to correspond to an interval. For example, you might also specify to use every second time step by passing `[0, 2, 4, ...]`.\n",
    "- In all cases, the first $s\\geq 2 \\tau_{\\text{max}}$ time steps are disregarded automatically when `PCMCI.run_pcmci()` or `PCMCI.run_pcmciplus()` are executed.\n",
    "\n",
    "Below, we consider an example in which the causal graphs changes within the duration of the time series. In particular: a certain causal link first weakens in strength, then changes its direction and grows again in strength. While this could also be handled by the masking functionality, the example serves to illustrate one use case of the `reference_points` keyword: It allows to specify time windows to be considered and thereby allows to analyze whether and how the causal graph changes in time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "T = [100, 120, 150, 200, 110, 180, 190, 77] # number of time steps of the individual datasets\n",
    "M = len(T) # number of datasets\n",
    "N = 3 # number of variables\n",
    "\n",
    "var_names = [r'$X^0$', r'$X^1$',  r'$X^2$']\n",
    "\n",
    "data = {i: np.random.randn(T[i], N) for i in range(M)}\n",
    "\n",
    "for i in range(M):\n",
    "    for t in range(1, min(40, T[i])):\n",
    "        data[i][t, 0] += 0.7*data[i][t-1, 0] \n",
    "        data[i][t, 1] += 0.6*data[i][t-1, 1] + 0.6*data[i][t-1, 0]\n",
    "        data[i][t, 2] += 0.5*data[i][t-1, 2] - 0.6*data[i][t-1, 1]\n",
    "        \n",
    "    for t in range(40, min(80, T[i])):\n",
    "        data[i][t, 0] += 0.7*data[i][t-1, 0] \n",
    "        data[i][t, 1] += 0.6*data[i][t-1, 1] + 0.3*data[i][t-1, 0]\n",
    "        data[i][t, 2] += 0.5*data[i][t-1, 2] - 0.6*data[i][t-1, 1]\n",
    "        \n",
    "    for t in range(80, min(120, T[i])):\n",
    "        data[i][t, 0] += 0.7*data[i][t-1, 0] \n",
    "        data[i][t, 1] += 0.6*data[i][t-1, 1]\n",
    "        data[i][t, 2] += 0.5*data[i][t-1, 2] - 0.6*data[i][t-1, 1]\n",
    "        \n",
    "    for t in range(120, min(160, T[i])):\n",
    "        data[i][t, 0] += 0.7*data[i][t-1, 0] + 0.3*data[i][t-1, 1]\n",
    "        data[i][t, 1] += 0.6*data[i][t-1, 1] \n",
    "        data[i][t, 2] += 0.5*data[i][t-1, 2] - 0.6*data[i][t-1, 1]\n",
    "        \n",
    "    for t in range(160, min(200, T[i])):\n",
    "        data[i][t, 0] += 0.7*data[i][t-1, 0] + 0.6*data[i][t-1, 1]\n",
    "        data[i][t, 1] += 0.6*data[i][t-1, 1] \n",
    "        data[i][t, 2] += 0.5*data[i][t-1, 2] - 0.6*data[i][t-1, 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def run_and_plot(dataframe, cond_ind_test):\n",
    "    \n",
    "    # Create and run Multidata-PCMCIplus\n",
    "    pcmci = PCMCI(dataframe = dataframe, cond_ind_test = cond_ind_test)\n",
    "    results = pcmci.run_pcmciplus(tau_max = 2, pc_alpha = 0.01)\n",
    "    \n",
    "    tp.plot_graph(graph=results['graph'], val_matrix=results['val_matrix'], var_names=var_names)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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I0gjDwCnkeZ0YnOeJ+fp4Nh8yk3vEBOTf+kM4y0f1ui0Z9KPl7RfQ+PIT0BtrTaiOiIjsjmHgNOKZN7D5UAt8IWvW8KuZOci56qvIPOcqQNV63V54z1bUPfMwfJ+/D2nw0CMiolTGMHAa8cwbMCSwvro5gdWcmhAKvJPPRv5N90MrKu19g5EQWpf8HQ3PP4bIkYO9b4+IiGyJYeA0xpVkI55FfGv6YInh6WiFJcj78n3wnnEuEFf1XYvU7EH9n3+L1o/fgIxw90IiolTDMHAaWW4HhhVmxHx9X08i7I7QNGTOuRy5194DJSu39w0aOnzL3kb9nx9B+ODu3rdHRES2wTAQg3jmDext8KOuLZTAauLjHFSB/Ft+ANfoKaa0p9fVoOH5x9Dy3iswQrEf3UxERPbFMBCDeLcmXnOgMTGF9JDi9iLnkpuRfclNEK7YV0d0T8K/6gPUP/NrhHZvNqE9IiKyEsNADMaWZEOJY+i9L7Ym7gn36KnIv+1HcA4fZ0p7RnM9Gl9+Es1v/gWGv82UNomIqO8xDMTA61Qxsjgr5us31Vi3ouB01Mwc5FxxB7Ivuw2KN/a/06kENq5A/YJfIbBlDTcrIiJKQgwDMYpniWFNcxCNfvvMGziREALukRORf9uP4B47zZQ2DV8Lml9r39K4qd6UNomIqG8wDMRoQpxbE2851HfnFPSU4slA9kVfRs7VX4eSnW9Km6Ht61G34CG0LXsbMhI2pU0iIkoshoEYje6fBS2OiQObD7UksBpzucpHIf/WH8IzZQ7M2JcAkTDaPn4DdQt+heD29Rw6ICKyOYaBGLk0FWP6xz7GvrkPTzA0g+J0IWvelci74V6oBf1NadNoqkPT359C0yv/i0j9YVPaJCIi8zEMxCGeeQNbD7dAN5LvJ2LHgCHIv+l78M64EFBUU9oM7apC/TO/RuuHr3FvAiIiG2IYiMOEOPYb8IcN7G3wJbCaxBGahsyzLoqecdB/sDmNGjp8K/6F+qcfRGDzKg4dEBHZCMNAHEYUZ8Klxf6SJcMkwlPRigYg74ZvI3PuFwDNaUqbRmsTml9fiMa//jcPPyIisgmGgTg4VAWVJbGvKth8OHkmEXZHKAq8U+eh4NYfwDFohGnthvdvR/2zj6DlvUUwAsnZg0JElCoYBuI0sjgz5muTaUXB6ai5hci95m5kzb/epC2NAUgD/lUfou5PD8K/fjmkNMxpl4iI4sIwEKchBbGfYLi3wY/WYOoc+SuEgGfcmci/7UdwVUwwrV3pb0XL2y+g4fnHEK7eY1q7REQUG4aBOA0p8MZ1/dYkW2IYi+iWxrcj58qvQs0rMq3dSPUeNPzl/6H57Rdh+FLvdSMisiuGgTj1z3bDHcckwlSYN9Ad19AxyL/lh8iYfalpEwwBicD6Zaj70y/hW7kEMpI6PStERHbFMBAnRQiUx9E7sCWF5g10RWgaMqafj4I7fgzXqMmmtSuDfrS+/zfUPf0gAps+53wCIqIEYhjogXjmDeysS4+Z8mpWLnIuvQW5134DamGJae0azfVofuPPaPjzbxHcvZn7ExARJQDDQA8MyY+9Z6CuLYTmQPoc2OMcVIH8m7+HzHOuhHC6TWs3cvgAml5+Eo0vPYFwzV7T2iUiIoaBHomnZwAAdqVJ78BRQlHhnTwHBXf8GO7K6aa2Hd67FQ3PPYqm155BpOGIqW0TEaUrhoEeKI+jZwAAdtW1JagSe1MyspF94Q3I+/J3oPUrM7Xt4JbVqF/wEFr+9TKMtmZT2yYiSjcMAz2Q4dLQL8sV8/Xp1jNwIkdJOfJuvA9ZF3wJwhNfr8opGQb8az5C3VO/QOvHb8IIBcxrm4gojTAM9FA8+w3sqk/PnoHjCaHAM34GCm7/MTwTZwNCmNa2DIfgW/YW6p76BXyrP4LUuRyRiCgeDAM9FM+8gT31vqQ8zjgRFE8Gss67Gnk3fQ+O0qGmti19rWhd/DLqF/yq/WRELkckIooFw0APxbOiIKxLHGjyJ7Ca5OMoLkXul76F7ItvgpIR++FPsdAba9H8+kI0PPefCO3ZYmrbRESpiGGgh7iioPeEEHCPmYr8O34M74wLIRxm7WIYFTm0D40vPYHGl5/kckQiolMQkru49IhuSFz99KcIRmLrir52UilunT44wVUlN6OtGW3L3oZ/3SeAYX4Xv7N8NDJmzIejdIjpbRMRJTPN6gKSlaoIDM73xnwQEXsGTk/JyEbWedfAM2UO2pa+geCW1aa2H9pdhdDuKjgGVSBjxoVwlg03tX0iomTFnoFe+P0HO/BW1aGYri3McOLZm6YmuKLUEq7eg9YPX0N437aEtO8YOAzeMy+Ac/BICBNXNxARJRuGgV54bUM1nly6K+br/3rrGchyOxJYUeqRUiK0ezPaPnwNkSMHEnIPrWQwMs68AM6hYxkKiCgtcZigF+LdiXB3vQ/jBuQkqJrUJISAa8hoOMtHIli1Eq1L34DRXG/qPSLVe9D0tz9CKx4I75kXwFUxDkJwbi0RpQ/2DPRCazCCaxesiPn6b88dhgtG9UtgRalPRiLwr12KtuXvQPoTs5mTWliCjDMvgGvERAiFoYCIUh/DQC/d8tznONIaiunaayaV4jauKDCFEfTD99l78H3+PhBJzKmQan4xvNMvgHv0ZAhFTcg9iIjsgD/29NLQOPYbOMiNh0yjuDzInHUJCr7y73CPnwkkoFtfrz+MljefQ/3TD8G/fhm3OSailMUw0EvlcYSB6iYepGM2NTMH2Rdch/xbfwhXxfiE3ENvrEXL2y+i7qlfwrdmKWSCeiKIiKzCYYJe+nB7LX79r60xXevWFCy6YzpnrCdQ+OButC79J8J7Y/s36QnFmwXPxFnwTDgLSkZWwu5DRNRXGAZ6aX+jH3e9GPvmOH++aSoKMszddpdOFj64C23L3kZoV1XibqJqcI+eAu+UOdCKShN3HyKiBGMY6CXdkLjqT58ipMe2fe7Dl4/l8sI+FK7Zi7bl7yC0fX1C7+MYVAHvlLlwDh3DZYlElHQYBkzwrUVrsf1IbMvc7p0zDPNHc3lhX4scOYC2Ze8guHUtgMR9yau5hfBMngN35XQoTlfC7kNEZCaGARM89M4WLN1ZF9O110wsxW1ncnmhVSK1NWj79B0EN68CEvilL1weeMbNgGfSbKg5+Qm7DxGRGbgDoQmKMmOfA3CwmcsLraQV9kfOJTcjMvNC+D79FwKbPkvICYky6Ifv8/fgW/k+XBUT4J0yF9qAck4eJSJbYhgwQVFm7N3BB7m80Ba0vGJkX3gDMmbMR9uKfyGw/lPA0M2/kZQIbl2D4NY10PoPgnfKHLhGTIJQuYkREdkHhwlM8PHOOjz4zpaYrnVpCl7h8kLb0Zsb4PtsMfzrlgEJ3lxIycyBZ9JseMbPhOKJfZ8KIqJEYRgwwdbDrfj2K+tivp7LC+1Lb22C7/P34V/zMRCJbZvpHtMccI85A54JZ8HRb2Dcn+7z+bBu3To0NjaipKQEEyZMSECRRJQOGAZM0OAL4cvPfh7z9Y9cUYmxJdkJrIh6y/C1wrfyffhXfwQZCib8flq/gXCPmwH3qMlQ3Kc+DfPdd9/F97//faxfvx66fmxo47HHHsO9996b6FKJKAUxDJjAkBJf+ONyRIzYXsofnjcCZw8vTHBVZAYj4IN/3TL4V38Io6Ux8TfUHHCPmAj3+BlwlA7tcjhp0qRJcLlcuOOOOzB16lQUFxfj9ttvh9PpxGuvvZb4Goko5XB3FBMoQsQ1ibCuLcHdz2Qaxe1FxrRzUXDnfyD70luhDShP7A0jYQQ2fYbGF3+P+qcfQtuKxTDamjtd0tjYiDFjxsDr9eKll15CaWkp3G53YusiopTGngGT/PDVDVh3sPn0FwK4asIA3DGjPLEFUcKEq3fDt/IDBLesAaT5yxJPoihwDRsH9/gZcA4eibu++lU89dRTAICMjAy0trbiiiuugGEY7Bkgoh7h0kKTxNMzUMuegaTmKClHzqXl0M++HP41H8G/bhlkwJe4GxoGgtvWIrhtLZSsXPz2pivwzTtuw9/efhePPPJI4u5LRGmDYcAkhRwmSDtqdh4yz74cGWfOR2DTZ/Ct+gB6/eGE3tNoaURwxbvoDwHX7gMJvRcRpQ+GAZMUx7ELIcNAahFOFzwTZ8E9YSZCuzbDv+oDhHZvTvBdJSInBI++WPVARKmJYcAk8fYMSCm58VCKEUKBa+gYuIaOQaS2Gr5VHyCw6XMgEu6T+4f2bUP98/8P7lFT4B45EUoGl68SUWwYBkwSz/kEId1AazCCLLcjgRWRlbTCEmRf8CVkzroU/nWfwL/6o5NWBfSUlBJr9h9GVU1tp8ePtPiweMmHmLlvBxzvvwJHWQXcoyfDNXw8dzokolNiGDBJcRw9A0B0EiHDQOpTvJnIOPMCeM84B8Etq+Fb+QEih/b1qs0/fbwOP/7HBwCiqwmOWrP/MK79499x4dihWHjrpQjv3Yrw3q1oefclOMtHwT1qMpzDK6E4uQyRiDpjGDCJ16nB61ThC8V22E1dWwhDCvjTWroQqgb3mDPgHnMGwof2I7B+OQJVn0MG4z/FctnO/Tj33HPx4osvdgw1PffccwgGg3jiiSfw6K8e7PwJho7Qzo0I7dwIaA64ho6Fa9RkuIaMhnBwW2wiYhgwVVGmC3vqY1tixkmE6cvRbyAc/a5G5pzLEdy2Fv51yxHevz3mzx+Yl40XV67EFVdccdJzBw8exMC8U8wViIQ7TlEUThdcw8fDNWoSnINH8SRFojTGMGCiogwnwwDFTDicHb0FkfrDCGxYjsCGFTB8Laf8vG/OmwK3Q0NNU8NJz40sycJNZ86I6f4yFERg02cIbPoMwu2Fa8QEuEdNgWPgMAiFm5MSpRPuQGii//pgB96sOhTTtReN7odvzhmW4Ioo2Ug92qXvX78MoV1VgAVvTyUjG66RE+EeNRlaSTlXvRClAfYMmKgwjhUFTYG+WW5GyUWoKlwV4+GqGA+9uQGBjSvgX78cRnN9n9VgtDXDv+pD+Fd9CCUrD65hlXAOGwtnWQWExv8yiFIR39kmyvHEvjqgNRhJYCWUCtTsPGTMmA/vmecjvGcr/OuXI7htHWDENknVDEZLQ3TL5TUfQTiccJaPgnPoWLiGjuE+BkQphGHARJnO2F/O1mDf/YdOyU0IJfpNuHwUDF8rAps+g3/dMuj1sQ1JmUWGQwhuW4fgtnVogYBWMgiuoWPhHFYJrWgAhxOIkhjDgIkyXbG/nC1BDhNQ/BRvJrxT58EzZS4i1bvhX7cMwa1rIUOBPq5EIlK9B5HqPWj7+A0oWbkdwcA5qAJC4x4aRMmEEwhNtO1IK+5dtC6maz0OFYvumJ7giigdyEgYoV1VCGxeheCODX22/XG3NCec5SOj4WDoGKiZOdbWQ0SnxZ4BE8XTM+AP64joBjSVS7iod4Tm6Jh0aISCCO3ciMDmVQjt2gToFgxHRUIIbV+P0Pb1AACtX1nHJESteCCHE8h2dF8r9IZayEgYMhIGpIxOllU1qN4sqHmFKb/clj0DJmoJRnDdghUxX//CLWfENemQKB5GwBcd49+yGqE9WwFpWF0SlMwcOAePhGNQBZxlFVCz86wuidKIlBLhg3sQqt6LyOGDCB/aj/DhAzB8raf+RFWFVtAfzv5l0IoHwFE8AK7BI6C4PX1TeB9gGDCRISUu+99liPUF/cOXJmFgbup8MZF9GW0tCGxbi+DmVQjv32F1OR3U3MJoMBg0Ao6y4VC5QoESIHz4AHzrVsC3dhn05vbNuhQ1/pU5ihLd+0NKQFXhHjEBGROmwz18HIQjuX+wYxgw2bULVsS8bPA/vzgOo/plJbgios70lkYEt6xGYPMqRGr2Wl1OJ2p+v2gwGDQczrIKnrZIPWb4fWhb+SHa1nyCyJFqQCjm944pCmAYEE4XPGOnInPqHDgHDjH3Hn2EYcBktz+/EjXNwZiu/fnFo3HGIHaTknUijbUIbl6FwOZV0GurrS7nJFpRaUcwcAwcBsXttboksjmp62hb+SGaFv89ehBYX32Law8GnrFTkXPB1dByC/rmviZhGDDZtxatxfYjbTFd+71zKzCvoijBFRHFJlJbjcDm1QhuXdPnexjERAhoxQPhHFQBx6ARcJQOheKM7+hwSm2BbRvQ+OaLiNRZ+PWrKIAQyJo5H1mzL4LiSo4jwxkGTPbj1zdi9f6mmK79+qwhuKyyJMEVEcUv0nAEoZ0bEdyxMXqiomH95MOTKAq0/oOivQYDyuHoP4i7IqYpvbUZ9X97GsHtGwEhLDnT4yRCQHF7kXfFLfCMnmR1NafFMGCyX727BR/tqIvp2hvPKMMNU8oSXBFR7xhBP0K7NkfDwa5NkP7Yer6soGTnw9F/EBwlg6GVDIajeCAEew9SWnD/TtQ9/zgMf6s9QyuArNkXI/ucK2y9PJH7DJgsnr0G2ng+ASUBxeWBe9QkuEdNgjQMhKt3I7RjA4I7NkKvq7G6vE6M5noEm+sR3Lom+oBQoBWWQCuJBgRH/8FQC/rb+j9lip1vw2eoX/QUIGGLpbPdafnoDYQP7Uf+NXfZdmiLPQMm+9Oy3Vi09mBM114yph/uOZvHGFPy0htrETw6nLBve58eotRTwuGE1m8QHCWDoPUfDEfJYChZudwMKcm0fvo+Gt943uoyYicEnKVDUHjjt2y5SoY9AyZzxLCjoJQS0tAR0u2bZIlioeYWwjt5DryT58AIBhDasxmhHRsR3LnRtsMJMhxCeP/26FyIdkpGdnRY4egQQ/9BUFzcA8SufOuWJ1cQAAApETqwG7V/+S8U3XY/hGqvb7/sGTDZiyv349nPTl673XZkP/a8/zKa9lShed82GOEgsgv74Z3X/4Hp03lGAaUWaRiI1OxBcMdGBHdssOWyxdNRsvKiQwyFJVALS6AV9oeW3w/C4bS6tLQWqtmHw394CNCTd5g188zzkHvRdVaX0QnDgMkWrTmAPy3fc9LjS395M3JEEGeffTamTJmC/Px8PPjggzjvvPPw5JNPWlApUd/RW5sQ3rcdob3bEN63DXpjrdUl9YwQUHMLowGhoD0gFJZAzSuGUFWrq0t5hr8Nh558AHpzo63nCMQi/+qvwDvOPj8I2qufIgU4ta6HCXy1B/HArx/CNddcg61bt2LevHn4wx/+gGAwtg2KiJKZmpkDdfQUuEdPAQDozfUI7d2O8L5tCO3dBqOlweIKYyQl9IYj0BuOANuOO6FUUaHmF0d7Egr6d/QmqDkFnKxoEmkYqHv5jykRBACg/m/PQCsqhbP/QKtLAcAwYDpHN298T35//PCHP8R3vvMdlJeXY9euXX1cGZF9qNn58FROg6dyGqSU0JvqEN67DaF92xDeuw1GW7PVJcbH0KHXVkOvrUaneK85ouGgoH90qCGvCEpOAdScgqTZjMYufKs/ju4jkCoMA/WL/oh+d//MFpNXGQZM5tC6/ked/PVf4/C6pajfsgpoOdDHVRHZlxACWm4htNxCeMbPiIaD+sMdwSC0b5ttJyOeViSMyKF9iBzad9JTwpMBtT0YHPuVDyW3EGpWHocdjiP1CJqXvGZ1GeaSBiKHDyKwZS08oyZaXQ3DgNmc3awmyCgaiCHnfgnh1mbomxkGiLojhIBW0A9aQT9g4ixIaUCvrUGofUghvG97dM/5JCf9bYj427o+LEoIKFl5UHPyjwWF3GOhQXizbPHTZF/xrV9x7LTBVCIEmt9/Fe6REyz/92QYMFksSwuJKHZCKNCKBkArGgDv5DnRlQpHDiB8YCfC1XsQqd6TvBMSuyMljOZ6GM310f0bTqQ5jwsK+VAysqF4s6BkZLX/Hv2z0JL/v3hpGO29AgKI+YD4JCElwjX7ENy+Ee6KSktLSf6vFJvprmeAiMwhFAWOfmVw9Du2lbfhb0O4Zi8i1XsQrtmDcPWe5B1aiEUkBL2u5rQ7QAqXp3NQyDgWFDpCQ0YWFG+m7da9H+XftBJ6Q4qFveMJBc1LXmMYSDUOtfuuHkOPwNDDnR4Lh8MIhUJwOrl2mainFE8GXENGwzVkNIDoxl5GU31HMIjU7EH40H4gEj5NS6lFBv3Qg/6YTqEUbm/ngODJhHC5IRwuCJcbitMN4XRBON3Rx52u9sfcgOZIWDe3f/OajuOBrfKvrXvxi3c/hSEl7p45HtdPHmVe49JAaP9O6L5WqN5M89qNE8OAybobJqhe+R7WP/cr6AEfysvLOx5/7rnn8PLLL+PRRx/F3Xff3UdVEqU2IUR0jD23AO5RkwFEz7mP1FYjUr0b4Zq9CFfvgV53CCnX9dxDMuCDHvD17PhqoXQfHJyu9vBw7HGoWnSCpKpFeyRUDUJRo8MayrHnFE8Ggru2WBoEIoaBB95Zjr/efAmyXA5c9Me/48LR5cjzmLsaJLR3u6UTCRkGTNZdGNi39B+YecYUfP3rX0dmZjT9PfDAAzhy5AheeOEFPP744wwDRAkkVBWOfgPh6DcQRzcaNoIBRA7tQ7h6NyI1exGu2QujpdHKMpOTNCADPsiAD2gBzDqhwlU5HUZrbEfCJ8qaA0cwoigPJdnR8wTOGV6GD3YcwBcqTTxXRlEQZBhILQ6l664yRXOiqakJW7ZsAQCsXLmy47n6+nq4XPY8yYoolSkuN5yDKuAcVNHxmBHwIVJXA722GpHammhvQu3B1J6DYFNGa+L2mzCkxDlPvIwLRg7Gv503rePxJdv34/YX38Hvr5yLS8cMxaEWH/pnHztYqCQ7AzXNJn8tGAaCu7eY22acGAZM1l2H49ALvoyql36Hh39/bOthAaAgw4mcnBw89NBDfVIfEZ2a4vbCWToUKB3a6XGjrQWRuqPhoLo9LFRDhgIWVZr69JYmQFETchqmIgTumTUB//HmMtx91gTkelzYVFOHr7+8GN8/ZyouHRP995dd/K+eiOkR4eq9kJEwhOYwv/EYMAyYzOjmqIf8iok4698WdHrM41Cx6A777E1NRN1TMrLgzMjq1IsgpYTR0nhcT0L7r7qatJusmAgyHEro1sNfHDccj32wGgtWbMSXJo3ELS+8jSvHD8fXZo7vuKZ/VueegOrmNkwsLTK/GMOAEQxAZRhIDfEc+9TNiAIRJQkhBNTsPKjZeUD7SgYgujZeb64/FhDqD8FoqoPeVG/5GHhSMYz4/lONk6Yo+PpZ4/Hwe5/jjapdqCwpxAMXzuh0zcTSImw50oDq5jZkuRx4b/s+fPvsSQmpR4ZDCWk3FgwDJuuqS6k7Vu84RUSJIRSlY4tl1/BxnZ6T4RD05gboTbXQm+qhN9bCaK6H3lgHvamOww7HkX1wINEXxw3Hz95eDgng8SvnQT3hfBlNUfDv50/Hdc/+E4YEvj5zPPK8CTpXIgHDIbFiGDCZwZ4BIjoF4XAe2275BFLK6BK/pmgw0BvroDdHfzea6qA311u6zK6v9cX4+U/e/AQA0OALQOnmP+ULRg7GBSMHJ7wW4bBuvxmGAZPJOLq0mAWI6HhCCAhPBhRPBhz9B530vDQMGK2NHb0IRksjDF8LjLbm9t+jv2Q4NY5GF6qW0A2HHnn/c7y3bR9evf1yXP/cm3hx9VbcesaYhNwrFgwDKSS+ngHGASKKnVAUqNn5ULPzAVR0e50MBY+FA18z9LZjH0d/Pxocmm090VHNzgPkzoS0/cKqzfjDsvX4682XYEz/AtwxfSz+55N1+PLkUZacMaNk5UBxe/v8vkcxDJgsnrkuzAJElAjC6YLqdEHNLTzldVJKyHCwIxgcCxCtkKFA9FcwABkKQoYCMELHPpbBQEJn+gOAWlCckAmE72/bh5+8+Qn++8p5mDywGABw27Sx+MOy9Vi0bhu+NGmk6fc8JUWBe4iJWxz3AMOAybpbWtgVTiAkIisJITq2CUZefMvlpJRAJNw5JATbA0QoGH0sGIAMH/94ADIchtQjgBGBjEQAQ4fUI5C6DuiR6HPtf9byigBVBXTzJtatO1iLr728GP923jRcNHpIx+NZLiduPWMsnvh4La6ZUHHSRMKEMgw4Bw3vu/t1gWHAZPFkWE4gJKJkJYQAHE4IhxNKRnbC7tO68mOE9nZxjHMPjR9QiC0/urXL5+6fNwX3z5ti2r3i4RrU/bBPX+B5uyaLbwIh0wAR0am4ho4GRGp/qxJuL7SiEktrSO1X2AJcWkhEZJ7MKWen9gQrIZA14zyIvhyW6ALDgMni6hlI5S9wIiITqNm5yJgyO2V7B4TmQOb0c60ug2HAbEE99tm1msowQER0OlmzLkzNjVmEQOaM86B4rFtSeBTDgMkC4djDgEdTE1gJEVFq0HIL4J04M7oBUSpRNWSeeZ7VVQBgGDCdPxz7Ehi3gy8/EVEssudeBuFwpdT8gey5l0HNyLK6DAAMA6YLxBEGPA72DBARxULLyUfBtXcl9BTDPiME3CMnRIc/bIJhwGTxDBO4GQaIiGLmHl6J7HO+YHUZvaMoUHMLkH/lHbaaRM4wYDJ/hD0DRESJkjX7IrhHjE/e1QWKisIbvgnF7bG6kk6S9NW0r3iGCdwaX34iongIRUH+VXfAUTwguQKBEICioOCau6K120wSvZLJIb4JhOwZICKKl+L2ouiOH8A5uCI5JhQKBUJzoPCmb8MzaqLV1XSJYcBkcS0t5GoCIqIeUVxuFN10L7wTZlhdyqkJBUpmNoru+AHcQ0dbXU23eFCRyeIaJmDPABFRjwnNgbwv3Apn6RA0vvlC9EEjsccqx8tZXoGCa78G1ZtpdSmnxDBgMn8kjtUE3HSIiKhXhBDInDYXrvIRaHzr/xDcsTE6dGDlEkQhoHgykHP+VfBOnGn5uQOxYBgwWXz7DNj/C4SIKBk4igeg6OZvI7B9AxrfeBGRukN9X4SiRA8eOms+smZdBMXl7vsaeohhwGScQEhEZB338Er0u+fnaFv1EZqXvAajtTn6TTpRwwdHeyEUBZ6xU5Fz3pXQcgsSc68EYhgwmS/EMEBEZCWhqsg8Yy4yppyN0N5t8K1bAd+GFZDBgHnBoD0EOMuGwzvhTHjHTIHizeh9uxZhGDCRISWaA+GYr8928eUnIkoUoShwlY+Eq3wkci++HoEdG+Hf+DlC+3ch0nDkWChQFEACgOw810CI6F4GxrEf8hRvJhz9BsJdMQ6eyqnQcvL79O+UKPxuZKKWQARGHHNWcjyOxBVDREQdhKbBM3ICPCMnAACkHkGk7jDCRw4ifOgA9MZayEgYMhKBNHQomhPQNCieDDiKB8BRXApH8QAonuT96f9UGAZM1OSPvVdAEUCWmy8/EZEVhKq1f5MfAIydanU5luN0dhM1xTNE4HZASYads4iIKOUxDJioMY6egRz2ChARkU0wDJgonmECzhcgIiK7YBgwUVw9AwwDRERkEwwDJmoKRGK+NsfNMEBERPbAMGCieIYJctkzQERENsEwYCLOGSAiomTEMGCixjiWFjIMEBGRXTAMmCiungEuLSQiIptgGDBJRDfQEscEQs4ZICIiu2AYMMmR1hDiOJaAYYCIiGyDYcAk1c2BmK91awoyeWIhERHZBMOASQ61xB4GirNcEDyXgIiIbIJhwCQ1zcGYry3OdCWwEiIiovgwDJikJs6eASIiIrtgGDBJTRxzBhgGiIjIThgGTHKoJfZhgn5Z7gRWQkREFB+GARO0BSNojmOPAc4ZICIiO2EYMEFNHL0CAIcJiIjIXhgGTBDPskJNEcjzcsMhIiKyD4YBE8QzebAo0wWFewwQEZGNMAyYIJ49BvpxiICIiGyGYcAEXFZIRETJjGHABPEsK+RKAiIishuGgV4ypIxr98F+2QwDRERkLwwDvdTgCyOsx354cVmuN4HVEBERxY9hoJfimS8AAGV5ngRVQkRE1DMMA70UTxgozHDC41ATWA0REVH8GAZ6KZ7dB9krQEREdsQw0EsHm2LvGeB8ASIisiOGgV7aWdsa87XsGSAiIjtiGOiFQFjHvkZ/zNcPYhggIiIbYhjohV11PhixryrEwFyGASIish+GgV7YHscQQaZLQ66HpxUSEZH9MAz0wvYjbTFfW5brgeBphUREZEMMA72wg5MHiYgoBTAM9FAoYmBPAycPEhFR8mMY6KHd9W3Q45g9yMmDRERkVwwDPbQtjvkCAFCen5GgSoiIiHqHYaCHdtTGHgay3RqKMp0JrIaIiKjnGAZ6aPuR2CcPVhRlciUBERHZFsNAD4R1A7vrfTFfP6yQQwRERGRfDAM9sKfeh0gckweHF2UmsBoiIqLeYRjoge1xzBcAgOHsGSAiIhtjGOiBeOYLZLo09MtyJbAaIiKi3mEY6IF4egaGF2Zw8iAREdkaw0CcIrqBXXVxhIEiDhEQEZG9MQzEaV+jH2E9jsmDhZw8SERE9sYwEKdtccwXANgzQERE9scwEKd4dh7McKooyXYnsBoiIqLeYxiI0/Y4ziQYxsmDRESUBBgG4qAbEjvjmDzInQeJiCgZMAzEYX+jH8GIEfP1o/tnJ7AaIiIiczAMxGF7bXyTB8f0z0pQJUREROZhGIhDPPMFBmS7ke/lscVERGR/DANxiGfnwbElHCIgIqLkwDAQo7BuxHUmwdgSDhEQEVFyYBiI0dbDrXFNHhzDyYNERJQkGAZitO5gU8zX5nocKM3hZkNERJQcGAZitO5gc8zXjumfxc2GiIgoaTAMxCCsG6iqaYn5+rEcIiAioiTCMBCDzYdaENJjny/AyYNERJRMGAZisPZA7PMFXJqCoQXchpiIiJIHw0AM4pkvMKpfFjSVLysRESUPftc6jWBEx+ZD8cwX4BABERElF4aB06iqaUHEkDFfz50HiYgo2TAMnMbaOIYIHKrg4URERJR0GAZOY10ckwdH98uCS1MTWA0REZH5NKsLsIv/W70fu+p8mDwwF5MG5qAw0wV/WMfWOM4jmDQwN3EFEhERJQjDQLuiDBee+XQvPtheCwAYnOdBaa4HehzzBSaU5iSqPCIiooRhGGg3vKjz3gB7GvzY0+CP+fMznCoqijLNLouIiCjhOGeg3YAcD9xaz1+OcQNyoCo8j4CIiJIPw0A7VREYWtjznQN9oQg+39uAQFg3sSoiIqLE4zDBcYYXZmBTHAcSHW/dwWasO9gMTRGoLMnGpIG5mDY4D4PzvSZXSUREZC6GgeMMK+z9mH/EkFhzoAkbqpsxrDCDYYCIiGyPwwTHOXESYW/cN284JpflmtYeERFRojAMHKcs1wOH2vtJgHfNLMfciiITKiIiIko8hoHjaKqCIb08fvjaSaX4wvgBJlVERESUeAwDJxjeixUFF4wqxi3TBplYDRERUeIxDJxgeA8nEZ5Znodvnj0MQnCvASIiSi4MAycoL4h/9v/Y/ln4wXkjuOkQERElJYaBEwzM9cR1/eB8L/7jotE8rZCIiJIWw8AJMl0a8ryOmK4tynTiFxePRpaL2zUQEVHyYhjoQlkMvQN5HgcevHQsCjNdfVARERFR4jAMdOF0YSDbreHBy8bEPaRARERkRwwDXRiY1/0kwgynil9eMgbl+ebtVkhERGQlhoEudNcz4HEo+MUlYzC8qPdnGBAREdkFw0AXyvJODgMuTcHPLhqNUf2yLKiIiIgocRgGulCY4YRbO/bSOFSBf58/CuMG5FhYFRERUWIwDHRBCIGB7b0DqiLwbxeM5AmERESUstImDEgpIXUdMhyEDPogQ37ISBjSMLq8vizXC0UAPzi3AtMH5/dxtURERH1HSCml1UWYzfC3QDYegdHU/qvxEIymWkAPd3m98GRC5PaDmlsMkVMEJacIL+8KozjLg3kjeBQxERGltpQJA0ZrIyJ7NiKyez1kc237owIQApBd//R/EqF0XBuCBs/AYdDKx0EdMBxC5S6DRESUmpI6DMigD5E9mxDZvQ5G3UEAAoCJfx0hACkB1QF10Gg4yiuh9BvCkwmJiCilJGUYkHoE4a2fIbzhQyDSdde/6dp7DZT8EjinzIdaOLBv7ktERJRgSRUGpJTQ921GaPW7kL5ma4po7y1QB42Bc+I5UDJyramDiIjIJEkTBoymIwiu+CeM2v0wfTigJ4QAhALH6BlwVM6GUHiEMRERJaekCAORvVUILv8HYOjRMXybUQoHwjXraigeblNMRETJx9ZhQEqJ8IYPEd7wkdWlnJoQgNML97wboOb1s7oaIiKiuNg2DEjDQPCzN6DvXGN1KbERAlA1uM++Dmq/cqurISIiipktdyCUUiK44vXkCQJAdPgiEkHg/eeh1+63uhoiIqKY2TIMRLavgr5rndVl9IAEIBH48CVIf6vVxRAREcXEdmFAr92P0Mq3rC6j56QEQj4Eli7q9twDIiIiO7FVGJD+VgQ+fMnqMnpPShi1+xBas9jqSoiIiE7LVmEg8OlrQMhny+WDPRHZ8iki1TusLoOIiOiUbBMG9LoDMKp3pEwQAAAIgfC6JbDpgg0iIiIANgoDofUfRvf/TyVSwqivhlGzy+pKiIiIumWL7756fU17r0AKTrgTAqENH1pdBRERUbdsEQbCGz+KbtqTiqSEUbsf+uE9VldCRETUJc3qAmQ4BH3/Vlh58ND+uiZ85YmXcaS5DZqi4AdfnIsrz6w07wZCQWT3BqjFg81rk4iIyCSWhwGj7gCsPoFQUxT85qaLMb68BIebWjHrx09i/sQRyHA7zbmBNNgzQEREtmV5GNCP7IsOEVg4475/Xhb652UBAIpzMpGX4UFDm9+8MABAttRDBn0QLq9pbRIREZnB8jkD+uE9CQsChmFg0nd/h39/4e1Oj/9r7Tbk3fQzvLJ8w0mfs2rnARhSYmBBjun18MwCIiKyI0vDgDSM9mGCxFAUBfdfcTae+tdnaGj1AwDW76nGTb//K3523XknzQuoa/HhzicX4b++coX5xQgFxuF95rdLRETUS9b2DIQDgB5J6C2uO2s8CjK9ePLtZThQ14SrHnkOX5o1AfdeOqvTdcFwBNf/v+dx/+Vn48wRgxJQiYThb05Au0RERL1j6ZwBGQkn/B6aquI7l8/Gz//6Lv6xYhMmlpfgt7dc0rkOKfHV/3kFc8YMxfWzJyamECmBPvj7EhERxcvangFD75PbXHfWePiCYUhILPjGtVCVzn/tZVv2YtHyDXh9ZRVm/OhxzPjR49iwt8b0OmSCe0GIiIh6wtrVBGrf3P67z/wTQHROgKqcvLnRzFGD0fKXBxJeh9AcCb8HERFRvCztGRBq4r85PvB//8Jbq7fg/QfuQkQ3sHDJqoTfs0tC9Fn4ISIiioe1wwRON+BwJaz5Z97/HP/1xid46f4bMW5wCe65aAYee/0jhCN9MzxxIiWrwJL7EhERnYq1PQNCQC0aBMD8cwneWbMV9y14HU/dfRWmVZQBAL52wZlo8QXxwtI1pt/vtKSEWlTW9/clIiI6Dcs3HVKKzV/Gt3rnAdz0u7/iF9fPxxXTxnY8nu1146vzz8R/vvoRdKOvT0gUUApK+/ieREREpyektHAfYER35Qu8+4yVJfQJJbcfPBfdaXUZREREJ7G+ZyCvBFBUq8tILKFA6VdudRVERERdsjwMCFWFNmR8dLZ9qpIGHEMnWF0FERFRlywPAwDgGHOW1SUkjlCgDhwJJbfY6kqIiIi6ZIswoGTmQi0fl5q9A9KAY+xsq6sgIiLqli3CAAA4x85K2FHGlhEKlJJhUPP7W10JERFRt2wTBpSsfKhDJyIRew5YR8I5fq7VRRAREZ2SbcIAALimzIfIKUyZ4QLn5PlQ80usLoOIiOiUbBUGhOaA++xrgT44syCxBNTBldAqplhdCBER0WnZKgwAgJKZB9dZV1pdRs8JAZFTCNe0SyBSpIeDiIhSm+3CAABoA4bDMeEcq8uInxCAww332dfyuGIiIkoalm9HfCrhLSsQWvWO1WXERggITxbc59wIJSvf6mqIiIhiZuswAACRPRsRXP4qIA0bLz0UUPL6wT3nSxCeTKuLISIiiovtwwAA6A01CH7wV8hAqy0DgTp0IlxTL4RQNatLISIiiltShAEAkEE/QuveR2T7qujYvA3KFp5MOCedD23w2NNfTEREZFNJEwaOMpqOILjyHRiHdiG6QVEfly8EoKhwjJ0Nx8hpnChIRERJL+nCwFGRgzsQWvU2ZEs9IJTonII+oA6dCOf4uVA4N4CIiFJE0oYBAJBSwjiyF5E9GxHZsxEIB80NBu3DEUpuP2hDxkMdNBqKN9uctomIiGwiqcPA8aSuQ6/ZicieDdAPbo8GAwCAaP+mfpqAcEKIEFn50AZXQhs8Fkp2QeIKJyIisljKhIHjSSkhA22QTUdgHP3VUAMZ9AG6Dmno0X0BVA1QVIjsAqg5xVByiiByiqBkF3AuABERpY2UDANEREQUO1tuR0xERER9h2GAiIgozTEMEBERpTmGASIiojTHMEBERJTmGAaIiIjSHMMAERFRmmMYICIiSnMMA0RERGmOYYCIiCjNMQwQERGlOYYBIiKiNMcwQERElOYYBoiIiNIcwwAREVGa06wu4HjOSbdD0ZwQigqhqFAdxz4WinLsOVWFojmhdDynnvScUFQoioBQBFRVgTjhY0URUFTRcc0pnxMCqqZAVQRURcDZ/rHW8Wf12HPqseu0465Vu/pYCChCQBWAQ1U6PtZUBapA9M+KgEMRXXwcfd6hKB0fq0JACEARgBBobx8QAFRFQAGifxcFHR8rAlDF8R9H2xBSAtKAMCJAp4+N6C+j++eENABdP/axEQEMHdIwgEgIUtcBw4g+FglDGnr043AYOPrx0WuPXhcOHfscQ4cRjkDqBqRhwAhFYOjRz5G6ASMcgaEf+1i2f6yHI5DHXaeHIsd9rEMaEoYu2//c/vmGjD6nS0hdwtAN6GGjvU0JPay3f86xzzOkhC4lQoaELnHCxyf+OfqxgejHukT7c8c+/h+529L3pVn4/ub7m+9v+76/2TNARESU5hgGiIiI0hzDABERUZpjGCAiIkpzDANERERpjmGAiIgozTEMEBERpTmGASIiojTHMEBERJTmGAaIiIjSHMMAERFRmmMYICIiSnMMA0RERGmOYYCIiCjNMQwQERGlOYYBIiKiNMcwQERElOYYBoiIiNIcwwAREVGaYxggIiJKcwwDREREaY5hgIiIKM0xDBAREaU5hgEiIqI0xzBARESU7mSKCgQC8qc//akMBAJWl3ISO9cmJevrDTvXlkrs/DrbuTYpWV9v2Lm23hJSSml1IEmE5uZm5OTkoKmpCdnZ2VaX04mdawNYX2/YubZUYufX2c61AayvN+xcW29xmICIiCjNMQwQERGlOYYBIiKiNJeyYcDlcuGnP/0pXC6X1aWcxM61AayvN+xcWyqx8+ts59oA1tcbdq6tt1J2AiERERHFJmV7BoiIiCg2DANERERpjmGAiIgozaVcGLj//vsxe/ZsfPnLX0YoFOr0nN/vx6WXXoo5c+bg/PPPR319va3qO+pXv/oVpk6danlNkUgEt956K2bPno177723z+qJtb6j+vr1Ol53tdnhay0V8f1tXk18f59eOr2/UyoMrF69GjU1Nfjoo48wZswYvPzyy52ef/PNN1FZWYkPPvgA1157Lf785z/bqj4AaGlpwYYNG2xR02uvvYaBAwfio48+gs/nwyeffNJndcVSH9D3r1estVn9tZaK+P42tya+v3tem9Vfa4mQUmFg2bJluOCCCwAAF1544Ulf3BUVFfD5fACAxsZGFBUV2ao+APjd736He+65xxY1xVKvlfUBff96He9UtVn9tZaK+P42tya+v08t3d7fmtUFmKmxsREDBgwAAOTk5JzUdTNs2DBs2LABlZWVEELg008/tVV9TU1NWL9+PX7yk5/YoqbGxsaO/be7qtfq+qx4vWKtzeqvtVTE97e5NfH93fParP5aS4Sk7BmoqanBrFmzTvolpURzczOA6D9kfn5+p89buHAh5s6diw0bNuDnP/85HnjgAVvV99hjj+Eb3/hGQmrqTl5eXrc1neo5O9Rnxet1vFPV1ldfa6mI72/z8P3dc+n2/k7KMNC/f38sXbr0pF8XX3wx3nnnHQDA22+/jbPOOuukzz36D5qbm4vGxkZb1bd9+3Y8+OCDuPDCC7Ft2zb8+te/Tkh9xzvzzDO7relUz/WVU9VgxesVa21A33ytpSK+v83D93diagNS8P1t3enJifHd735Xzpo1S95www0yGAxKKaW86667pJRSNjU1yYsvvljOmTNHnnXWWXLLli22qu94U6ZMsaymo/WEw2F58803y1mzZslvfvObfVZPrPUdry9fr+N1V5sdvtZSEd/fva+J7+/YpdP7m9sRExERpbmkHCYgIiIi8zAMEBERpTmGASIiojTHMEBERJTmGAbSwDPPPIPc3FxT2tq9ezeEENA0DQcOHOj0XHV1NTRNgxACu3fv7vTcokWLMHfuXOTk5CAzMxPjx4/HAw880LGRh5k1EqWbW2+9FUIIfO1rXzvpubvvvhtCCNx6660dj9XU1OCb3/wmhg4dCpfLhbKyMlx22WVYvHhxxzXl5eV47LHH+qB6sgOGAeqRAQMG4Nlnn+302MKFC1FaWnrStT/+8Y9x3XXX4YwzzsCbb76JDRs24NFHH8XatWtTYk9vIjsoKyvDiy++CL/f3/FYIBDACy+8gEGDBnU8tnv3bkyZMgXvvfcefvOb32D9+vV46623MG/ePMu2/iXrMQwkgbfeeguzZs1Cbm4uCgoKcOmll2LHjh0AgCVLlkAI0WnTizVr1nT8dL5kyRLcdtttaGpqghACQgj87Gc/AwA0NDTg5ptvRl5eHrxeLy666CJs27YtpppuueUWLFiwoNNjzzzzDG655ZZOj61YsQIPPfQQHn30UTzyyCOYOXMmysvLcf7552PRokUnXU9EPTN58mQMGjQIr7zySsdjr7zyCsrKyjBp0qSOx472FKxYsQJXX301RowYgbFjx+K+++7D8uXLrSidbIBhIAm0tbXhvvvuw2effYbFixdDURR88YtfhGEYp/3cmTNn4rHHHkN2djaqq6tRXV2N+++/H0C0a/Hzzz/Hq6++imXLlkFKiYsvvhjhcPi07V5++eVoaGjA0qVLAQBLly5FfX09Lrvssk7X/eUvf0FmZibuvvvuLtvh0ACReW677bZOIf3pp5/G7bff3vHn+vp6vPXWW7jnnnuQkZFx0ufz/Zi+UuqgolR11VVXdfrzn/70JxQXF2PTpk2n/Vyn04mcnBwIIdC/f/+Ox7dt24ZXX30VH3/8MWbOnAkg+o27rKwMf//733HNNdecsl2Hw4Ebb7wRTz/9NGbNmoWnn34aN954IxwOR6frtm3bhqFDh570OBGZ76abbsKPfvSjjrk9H3/8MV588UUsWbIEQHSLXyklRo0aZW2hZDvsGUgCO3bswA033IChQ4ciOzsbQ4YMAQDs3bu3x21WVVVB0zRMnz6947GCggKMHDkSVVVVAICLLroImZmZyMzMxNixY09q44477sBLL72EmpoavPTSS51+AjlKSgkhRI/rJKLYFRYW4pJLLsHChQuxYMECXHLJJSgsLOx4/uiGs3xP0onYM5AELrvsMpSVleGPf/wjBgwYAMMwUFlZiVAohMzMTADH3uQAYurm724X6uO/eT/11FMdk5G6+sm+srISo0aNwvXXX4/Ro0ejsrISa9as6XTNiBEjsHTpUoTDYfYOEPWB22+/veO0v8cff7zTcxUVFRBCoKqqCl/4whcsqI7sij0DNldXV4eqqir85Cc/wbnnnovRo0ejoaGh4/mioiIA0WV9R534DdnpdELX9U6PjRkzBpFIpNM53HV1ddi6dStGjx4NACgtLcXw4cMxfPhwDB48uMv6br/9dixZsqTLXgEAuOGGG9Da2oonnniiy+dT4rQvIhu58MILEQqFEAqFMH/+/E7P5efnY/78+Xj88cfR1tZ20ufy/Zi+GAZsLi8vDwUFBfjDH/6A7du347333sN9993X8fzw4cNRVlaGn/3sZ9i6dSv++c9/4tFHH+3URnl5OVpbW7F48WLU1tbC5/OhoqICV1xxBe68804sXboUa9euxY033ojS0lJcccUVMdd355134siRI/jKV77S5fPTp0/H97//fXz3u9/F97//fSxbtgx79uzB4sWLcc0112DhwoU9e2GIqEuqqqKqqgpVVVVQVfWk55944gnouo5p06Zh0aJF2LZtG6qqqvD73/8eM2bMsKBisgOGAZtTFAUvvvgiVq5cicrKSnznO9/BI4880vG8w+HACy+8gM2bN2PChAl4+OGH8ctf/rJTGzNnzsTXvvY1XHfddSgqKsJvfvMbAMCCBQswZcoUXHrppZgxYwaklHjjjTfi6s7XNA2FhYXQtO5HnB5++GE8//zz+PTTTzF//vyOZUzjx4/n0kKiBMjOzkZ2dnaXzw0ZMgSrVq3CvHnz8N3vfheVlZU4//zzsXjxYjz55JN9XCnZBY8wJiIiSnPsGSAiIkpzDANERERpjmGAiIgozTEMEBERpTmGASIiojTHMEBERJTmGAaIiIjSHMMAERFRmmMYICIiSnMMA0RERGmOYYCIiCjN/X8FyIw8QxEo0gAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Run through the five regimes (which we here assume to be known)\n",
    "for i in range(5):\n",
    "    # Define the respective time steps and accordingly create the DataFrame object\n",
    "    # by using the 'reference_points' keyword\n",
    "    reference_points = list(range(i*40, (i+1)*40))\n",
    "    dataframe = DataFrame(data,\n",
    "                          analysis_mode = 'multiple',\n",
    "                          reference_points = reference_points,\n",
    "                          var_names = var_names\n",
    "                         )\n",
    "    # Run Multidata-PCMCIplus and plot the results\n",
    "    run_and_plot(dataframe = dataframe, cond_ind_test = ParCorr())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. The `time_offsets` keyword argument."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Also the alignment of the individual dataset time series on a shared time axis happens in the instantiation of the `DataFrame` object. This is done by means of the optional keyword argument `time_offsets`. It works as follows, for an example see further below.\n",
    "- The use of `time_offsets` requires that, first, `analysis_mode = 'multiple'` and that, second, the `data` argument is given as a dictionary rather than a 3D numpy array. Else `None` must be passed, which is also the default.\n",
    "- `time_offsets` expects a dictionary of the form `{key(m_0): time_offset(m_0), key(m_1): time_offset(m_1), ...}`.\n",
    "- The set of keys of this dictionary must exactly agree with the set of keys of the dictionary passed to `data`.\n",
    "- Its values must be non-negative integers, at least one of which equals $0$.\n",
    "- A non-zero time offset `time_offset(m_0)` shifts the corresponding dataset $m_0$ forward in time on the shared time axis by as many time steps.\n",
    "- For example, consider two datasets $m_0$ and $m_1$. Let `reference_points = [10, 11, 12]` and let `time_offsets = {m_0: 0, m_1: 3}`. Then, for $m_0$ the reference points $10$, $11$, and $12$ correspond to the time indices $10$, $11$, and $12$ while for $m_1$ they correspond to the time indices $7$, $8$, $9$.\n",
    "\n",
    "Below, we consider an example in which the causal graph of the underlying process changes in time. In particular, after the $100$-th time step the sign of a link reverses. The first dataset is a realization of the first $110$ time steps of this process and the second dataset is a realization of time length $110$ starting at time step $90$. Hence, the $90$-th time index of the first dataset corresponds to the $0$-th time index of the second dataset. We combine the `time_offsets` and `reference_points` keyword arguments to separately analyze the first and second $100$ time steps of the underlying process."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "var_names = [r'$X^0$', r'$X^1$',  r'$X^2$']\n",
    "M = 2\n",
    "N = 3\n",
    "\n",
    "data = {i: np.random.randn(200, N) for i in range(M)}\n",
    "for i in range(M):\n",
    "    for t in range(1, 100):\n",
    "        data[i][t, 0] += 0.7*data[i][t-1, 0] \n",
    "        data[i][t, 1] += 0.6*data[i][t-1, 1] + 0.6*data[i][t-1, 0]\n",
    "        data[i][t, 2] += 0.5*data[i][t-1, 2] - 0.6*data[i][t-1, 1]\n",
    "                \n",
    "    for t in range(100, 200):\n",
    "        data[i][t, 0] += 0.7*data[i][t-1, 0]\n",
    "        data[i][t, 1] += 0.6*data[i][t-1, 1] - 0.6*data[i][t-1, 0]\n",
    "        data[i][t, 2] += 0.5*data[i][t-1, 2] - 0.6*data[i][t-1, 1]\n",
    "        \n",
    "data[0] = data[0][:110, :]\n",
    "data[1] = data[1][90:, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "time_offsets = {0: 0, 1: 90}\n",
    "\n",
    "# First 100 time steps\n",
    "reference_points = list(range(100))\n",
    "dataframe = DataFrame(data,\n",
    "                      analysis_mode = 'multiple',\n",
    "                      reference_points = reference_points,\n",
    "                      time_offsets = time_offsets,\n",
    "                      var_names = var_names)\n",
    "run_and_plot(dataframe = dataframe, cond_ind_test = ParCorr())\n",
    "\n",
    "# Second 100 time steps\n",
    "reference_points = list(range(100, 200))\n",
    "dataframe = DataFrame(data,\n",
    "                      analysis_mode = 'multiple',\n",
    "                      reference_points = reference_points,\n",
    "                      time_offsets = time_offsets,\n",
    "                      var_names = var_names)\n",
    "run_and_plot(dataframe = dataframe, cond_ind_test = ParCorr())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. Futher comments\n",
    "\n",
    "The functionalities for handling missing values continue to work in the same way as for standard PCMCI.\n",
    "\n",
    "Also, the masking functionality works as usual, with the following qualification: The `mask` must be given in the same format as `data`. For example, if `data` is specified by a dictionary, then `mask` must be specified by a dictionary in the same format.\n",
    "\n",
    "For more information on missing values and masking, please refer to the [respective tutorial](https://github.com/jakobrunge/tigramite/blob/master/tutorials/dataset_challenges/tigramite_tutorial_missing_masking.ipynb) in the GitHub TIGRAMITE repository."
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    "### 6. Integration into other Tigramite methods\n",
    "\n",
    "As mentioned in the beginning, the highly modular setup of tigramite implies that you can use the new multiple dataset feature also in other methods of tigramite that are based on the DataFrame class, for example the CausalEffect class to estimate causal effects given causal graphs.\n",
    "\n",
    "For more information on missing values and masking please refer to the [respective tutorial](https://github.com/jakobrunge/tigramite/blob/master/tutorials/tigramite_tutorial_missing_masking.ipynb) in the GitHub TIGRAMITE repository."
   ]
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